The prototype of the "Aqua-Cleaner," a self-cleaning fish tank, sparkled under the fluorescent lights of the lab. Ben, arms crossed, reviewed the sleek lines of his creation. His lips curled into a slight smirk. He was certain his invention was revolutionary. He already envisioned the millions it would earn.

He skipped the line, moving directly to the head of the queue.

The examiner raised an eyebrow as Ben presented his documents. "Mr. Olsen," she said, "I'm afraid the 'Sea-Breeze Filter' is already in circulation."

Ben sputtered, protesting the originality of his design. The examiner simply pointed out the overlapping features, detailing the similarities between the two. The smile on Ben's face faded, replaced by a tight-lipped grimace.

Emotion: self-confident

Cluster: Positive / Joy
PC1 (Valence): 3.45 Positive
PC2 (Disposition): 0.56

Role in Research

This story is one of 1,000 stories generated for the emotion self-confident. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 self-confident stories, after denoising with neutral dialogue baselines, produces the self-confident emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458